Decreased energy levels can cause and sustain obesity
Introduction
The prevalence of obesity is increasing at a fast rate and obesity has become one of the major health problems in developed countries affecting over a hundred million people world-wide. Obesity is associated with greater risks of high blood pressure, heart disease, osteoarthritis, type 2 diabetes and several other health problems. To improve prevention and treatment of obesity it is necessary to know the mechanisms that cause it. One of the difficulties in obesity research is that obesity may be a symptom of several different diseases or health conditions. Genetic diseases of fat storage and release may cause severe obesity as well as abnormalities in appetite control enzymes, hormonal imbalances or some psychological or neurological factors. Finally, obesity may be a result of overeating without any disease. In this paper we will concentrate on obesity that is induced by environmental factors in otherwise healthy people.
Obesity is a result of positive energy balance: more calories are consumed than used up for oxidation, body building and maintenance. Thus, the common approach to reduce obesity is to either decrease the amount of calorie intake by restricting the amount of food consumed, inhibiting nutrient absorption in the intestine, modulating the activity of hypothalamic centers controlling satiety, or to increase energy spending by increasing physical activity or energy dissipation as heat (Keller et al., 1997; Kopecky, 1998). However, obese people very often experience tiredness (Lean, 2000) even without sleep apnea (Vgontzas et al., 1998). During physical exercise they get fatigued faster than lean people (Ardevol et al., 1998; Mattsson et al., 1997) and have decreased exercise capacity (Hulens et al., 2001). Thus, it seems that obese people have at the same time too much and too little energy. The apparent paradox may be explained by considering what metabolic energy is. The currency of free energy in living organisms is adenosine triphosphate (ATP). Nutrients from food are metabolized to fuel and next, either to ATP—and only then they become equivalents of energy—or become precursors of fat or proteins. Fat and proteins may be metabolized to ATP but this is not an automatic conversion and involves several metabolic steps. The schematic distribution of fuel between fat and energy in healthy and obese people is shown in Fig. 1. A common concept in the area of obesity research is an equalization of fat with energy. It is based on a silent and false assumption that steps involved in fat synthesis and in beta-oxidation are never disturbed. Fat is the storage of fuel and only after it is metabolized to ATP does it become energy. Thus, the correct statement is that obese individuals have a deficit of energy in the form of ATP with simultaneous overproduction of fat. Therefore, the logical question is: why in some people, is the energy from food diverted to fat synthesis before all of the energetic needs in the body are satisfied?
To address this question we applied a theoretical approach which belongs to a Knowledge Discovery in Databases (KDD) methodology. KDD is a process of identifying relationships between data that exist in databases but are not apparent because of the large number of data (Fayyad et al., 1996). These discovered relationships represent a new knowledge, a theory about the rules governing the data, derived from already existing data. The process involves human decision-making and computer technology. KDD is used in many different areas of science and business. An example of the KDD application to genomic and proteomic databases is a work done by Satou et al. (1997) with the purpose of finding correlations between protein sequence, structure and function. In this application the data mining process was based on the discovery of association rules and the verification of the rules would be a prediction of protein structure or function from the sequence. The data included information on sequence, secondary structure and EC numbers as indicators of function. Algorithms were used that iteratively perform searches until similar structures were found. KDD was able to identify substructures that were unrelated to the active site but common to proteins which had the same function. We used KDD to discover new relationships in metabolism. This research has allowed us to find out which metabolic disturbances lead to obesity and to formulate a theory for environmentally caused obesity supported by experimental data described already in the scientific literature.
Section snippets
Method
Growing research produces floods of scientific information. With advancements in computer technology, most of the research data have become readily available in a number of databases. These scientific databases are mostly used as encyclopedias to check detail information. With the development of KDD methods, these databases may be a source of a new knowledge and would be very beneficial in the case of metabolism research. All metabolic processes are connected together into one complex network.
Energy metabolism in obesity
From the basic metabolism it is known that the point where fuel metabolism splits between ATP production and fat synthesis is mitochondrial citrate (Stryer, 1988). Its conversion to isocitrate is catalysed by mitochondrial aconitase and leads to ATP production. If citrate is transported out of mitochondria and into the cytosol, it is converted to acetyl-CoA and malonyl-CoA ultimately leading to fatty acid synthesis. Under normal conditions, citrate distribution is regulated by energy demand and
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